{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4f758fcf-f952-42fb-afbd-2e785f5f5612",
   "metadata": {},
   "source": [
    "Chapter 14\n",
    "# 完全多分图\n",
    "Book_6《数据有道》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "885f0c7a-1092-4bef-b89c-d4c40efa0599",
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "99ed53c6-a234-400b-9bff-7c8d1d8a6b6a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 创建完全多分图\n",
    "G = nx.complete_multipartite_graph(3, 6, 9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7d94b317-d796-410b-8bbc-667e354b571a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 多分图布局\n",
    "pos = nx.multipartite_layout(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d925682e-f3f0-45aa-bdac-11101531f618",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化\n",
    "plt.figure(figsize = (6,6))\n",
    "nx.draw_networkx(G, pos = pos, \n",
    "                 width = 0.25, \n",
    "                 with_labels = False)\n",
    "plt.savefig('完全多分图.svg')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20ccc782-87f2-4654-833c-7d1dfbe94b2e",
   "metadata": {},
   "source": [
    "https://mathworld.wolfram.com/Completek-PartiteGraph.html"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
